1
|
Bhuiyan NH, Shim JS. Immunity testing against COVID-19 from blood by an IoT-enabled and AI-controlled multiplexed microfluidic platform. Biosens Bioelectron 2024; 244:115791. [PMID: 37952323 DOI: 10.1016/j.bios.2023.115791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 10/17/2023] [Accepted: 10/25/2023] [Indexed: 11/14/2023]
Abstract
Developing herd immunity against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is pivotal for changing the course of the coronavirus disease 2019 (COVID-19) pandemic. However, the uncertainty of vaccine-induced immunity development and inequitable distribution of vaccines hinders the global vaccination effort. Therefore, routine serodiagnosis and ensuring effective vaccination on a time-to-time basis are essential for developing sustainable immunity against SARS-CoV-2. Herein, an AI-driven multiplexed point-of-care testing (POCT) platform capable of utilizing a microfluidic lab-on-a-chip (LOC) device has been proposed for analyzing bodily fluid response against SARS-CoV-2. The developed platform has been successfully utilized for the quantification of SARS-CoV-2 S-protein, N-protein, IgM, and IgG from human blood samples with limits of detection (LODs) as low as 0.01, 0.02, 0.69, and 0.61 ng/mL respectively. Finally, a data-receptive web-based dashboard system has been developed and demonstrated to provide real-time, territory-specific analysis of herd immunity progress from the test results. Thus, the proposed platform could be an imperative tool for healthcare authorities to analyze and restrain ongoing COVID-19 outbreaks or similar pandemics in the future by ensuring effective immunization.
Collapse
Affiliation(s)
- Nabil H Bhuiyan
- Bio-IT Convergence Laboratory, Dept. of Electronic Convergence Engineering, KwangWoon University, Seoul, Republic of Korea
| | - Joon S Shim
- Bio-IT Convergence Laboratory, Dept. of Electronic Convergence Engineering, KwangWoon University, Seoul, Republic of Korea.
| |
Collapse
|
2
|
Rahman MM, Bhuiyan NH, Park M, Uddin MJ, Jin GJ, Shim JS. Lithography-free interdigitated electrodes by trench-filling patterning on polymer substrate for Alzheimer's disease detection. Biosens Bioelectron 2024; 244:115803. [PMID: 37956638 DOI: 10.1016/j.bios.2023.115803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 10/23/2023] [Accepted: 10/28/2023] [Indexed: 11/15/2023]
Abstract
Microelectrodes have played a crucial role in electrochemistry for the last few decades. However, the conventional lithographic processes, the key players in fabrication, are nonetheless technologically challenging, pricey, and lack reproducibility. In this work has developed a novel and low-cost patterned-replication fabrication technology for interdigitated electrode array (IDA) electrodes on the polymer substrate. Conventional UV-lithography has been utilized to fabricate the nickel IDA electrode pattern as a master mold on the stainless-steel substrate, which was replicated onto the polymer substrate by the hot-emboss technique. Then, gold was deposited on the replicated wafer by electron beam evaporation, and finally adhesive tape lift-off was used to obtain the gold IDA electrode. The fabricated IDA electrode was applied for electrochemical detection of various p-aminophenol (PAP) concentrations as a representative biomarker with a detection limit of 0.01 nM. Finally, different levels of amyloid beta 42 (Aß42) and amyloid beta aggregated (Aß Agg.), two Alzheimer's disease (AD) biomarkers, were measured using the developed IDA electrode via e-ELISA using enzyme by-products PAP. While quantified, the proposed IDA electrode successfully detects Aß42 and Aß Agg. with the lower detection limit (LOD) of 3.9 and 7.81 pg/ml, respectively.
Collapse
Affiliation(s)
- M Mahabubur Rahman
- Bio IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul, 01897, Republic of Korea
| | - Nabil H Bhuiyan
- Bio IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul, 01897, Republic of Korea
| | - MinJun Park
- Bio IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul, 01897, Republic of Korea
| | - M Jalal Uddin
- Bio IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul, 01897, Republic of Korea; NanoGenesis Inc., 20 Kwangwoon-ro, Nowon-gu, Seoul, 01897, Republic of Korea
| | - Gyeong J Jin
- Bio IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul, 01897, Republic of Korea
| | - Joon S Shim
- Bio IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul, 01897, Republic of Korea; NanoGenesis Inc., 20 Kwangwoon-ro, Nowon-gu, Seoul, 01897, Republic of Korea.
| |
Collapse
|
3
|
Bhuiyan NH, Hong JH, Uddin MJ, Shim JS. Artificial Intelligence-Controlled Microfluidic Device for Fluid Automation and Bubble Removal of Immunoassay Operated by a Smartphone. Anal Chem 2022; 94:3872-3880. [PMID: 35179372 DOI: 10.1021/acs.analchem.1c04827] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
There have been tremendous innovations in microfluidic clinical diagnostics to facilitate novel point-of-care testing (POCT) over the past decades. However, the automatic operation of microfluidic devices that minimize user intervention still lacks reliability and repeatability because microfluidic errors such as bubbles and incomplete filling pose a major bottleneck in commercializing the microfluidic devices for clinical testing. In this work, for the first time, various states of microfluid were recognized to control immunodiagnostics by artificial intelligence (AI) technology. The developed AI-controlled microfluidic platform was operated via an Android smartphone, along with a low-cost polymer device to effectuate enzyme-linked immunosorbent assay (ELISA). To overcome the limited machine-learning capability of smartphones, the region-of-interest (ROI) cascading and conditional activation algorithms were utilized herein. The developed microfluidic chip was incorporated with a bubble trap to remove any bubbles detected by AI, which helps in preventing false signals during immunoassay, as well as controlling the reagents' movement with an on-chip micropump and valve. Subsequently, the developed immunosensing platform was tested for conducting real ELISA using a single microplate from the 96-well to detect the Human Cardiac Troponin I (cTnI) biomarker, with a detection limit as low as 0.98 pg/mL. As a result, the developed platform can be envisaged as an AI-based revolution in microfluidics for point-of-care clinical diagnosis.
Collapse
Affiliation(s)
- Nabil H Bhuiyan
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul 01897, South Korea
| | - Jun H Hong
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul 01897, South Korea
| | - M Jalal Uddin
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul 01897, South Korea.,BioGeneSys Inc., 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, South Korea
| | - Joon S Shim
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, KwangWoon University, Seoul 01897, South Korea.,BioGeneSys Inc., 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, South Korea
| |
Collapse
|
4
|
Abstract
Herein, we have developed a fully automated optofluidic device to execute enzyme-linked immunosorbent assay (ELISA) using an active 96-well hybrid lab-on-a-chip (LOC) device. To automate the solution loading into the reaction zone of the device and the post-assayed signal analysis, laser irradiation-induced image whitening was utilized with a smartphone-based optical platform. Two optical phenomena were utilized in our platform to detect the liquid in the reaction chamber using a smartphone. First, by Fresnel's equation, the refraction difference between air and water resulted in the intensity change of the reflected light from the reaction chamber. Therefore, when the liquid was entering into the reaction chamber, the intensity of the reflected light was changed. Second, when the light intensity increases, the smartphone-captured image whitens out due to saturation, even when the red color light was incident. Therefore, by measuring the RGB value of the smartphone image, the intensity changes by the liquid movement in the reaction chamber were successfully monitored. Our platform showed a low detection limit of 7.81 pg/mL for the detection of the NT-proBNP human cardiac biomarker with almost a half standard deviation, compared to the manually operated LOC-based ELISA. As a fully automated LOC adopting a conventional 96-well ELISA platform, we thus concluded that the developed platform can be widely applied for point-of-care clinical tests.
Collapse
Affiliation(s)
- M Jalal Uddin
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, Kwangwoon University, 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, Republic of Korea.,Department of Electrical and Electronic Engineering, Islamic University, Kushtia 7003, Bangladesh
| | - Nabil H Bhuiyan
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, Kwangwoon University, 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, Republic of Korea
| | - Jun H Hong
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, Kwangwoon University, 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, Republic of Korea
| | - Joon S Shim
- Bio-IT Convergence Laboratory, Department of Electronic Convergence Engineering, Kwangwoon University, 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, Republic of Korea.,BioGeneSys Inc., 20 Kwangwoon-ro, Nowon-gu, Seoul 01897, Republic of Korea
| |
Collapse
|
5
|
Uddin MJ, Bhuiyan NH, Shim JS. Fully integrated rapid microfluidic device translated from conventional 96-well ELISA kit. Sci Rep 2021; 11:1986. [PMID: 33479284 PMCID: PMC7820004 DOI: 10.1038/s41598-021-81433-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Accepted: 01/01/2021] [Indexed: 01/21/2023] Open
Abstract
In this work, a fully integrated active microfluidic device transforming a conventional 96-well kit into point-of-care testing (POCT) device was implemented to improve the performance of traditional enzyme-linked immunosorbent assay (ELISA). ELISA test by the conventional method often requires the collection of 96 samples for its operation as well as longer incubation time from hours to overnight, whereas our proposed device conducts ELISA immediately individualizing a 96-well for individual patients. To do that, a programmable and disposable on-chip pump and valve were integrated on the device for precise control and actuation of microfluidic reagents, which regulated a reaction time and reagent volume to support the optimized protocols of ELISA. Due to the on-chip pump and valve, ELISA could be executed with reduced consumption of reagents and shortening the assay time, which are crucial for conventional ELISA using 96-well microplate. To demonstrate highly sensitive detection and easy-to-use operation, this unconventional device was successfully applied for the quantification of cardiac troponin I (cTnI) of 4.88 pg/mL using a minimum sample volume of 30 µL with a shorter assay time of 15 min for each ELISA step. The limit of detection (LOD) thus obtained was significantly improved than the conventional 96-well platform.
Collapse
Affiliation(s)
- M Jalal Uddin
- Bio-IT Convergence Laboratory, Department of Electronics and Convergence Engineering, Kwangwoon University, Seoul, Republic of Korea
- Department of Electrical and Electronic Engineering, Islamic University, Kushtia, Bangladesh
| | - Nabil H Bhuiyan
- Bio-IT Convergence Laboratory, Department of Electronics and Convergence Engineering, Kwangwoon University, Seoul, Republic of Korea
| | - Joon S Shim
- Bio-IT Convergence Laboratory, Department of Electronics and Convergence Engineering, Kwangwoon University, Seoul, Republic of Korea.
- BioGeneSys Inc., Seoul, Republic of Korea.
| |
Collapse
|